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This graduate-level textbook introduces fundamental concepts and methods in machine learning. It describes several important modern algorithms, provides the theoretical underpinnings of these algorithms, and illustrates key aspects for their application. The authors aim to present novel theoretical tools and concepts while giving concise proofs even for relatively advanced topics. Foundations of Machine Learning fills the need for a general textbook that also offers theoretical details and an emphasis on proofs. Certain topics that are often treated with insufficient attention are discussed in more detail here; for example, entire chapters are devoted to regression, multi-class classification, and ranking. The first three chapters lay the theoretical foundation for what follows, but each remaining chapter is mostly self-contained. The appendix offers a concise probability review, a short introduction to convex optimization, tools for concentration bounds, and several basic properties of matrices and norms used in the book.

The book is intended for graduate students and researchers in machine learning, statistics, and related areas; it can be used either as a textbook or as a reference text for a research seminar.

Sales Rank: #103553 in Books

Brand: Brand: The MIT Press

Published on: 2012-08-17

Original language: English

Number of items: 1

Dimensions: 9.00" h x .81" w x 7.00" l, 2.42 pounds

Binding: Hardcover

432 pages

Features

Used Book in Good Condition

Review

A solid, comprehensive, and self-contained book providing a uniform treatment of a very broad collection of machine learning algorithms and problems. Foundations of Machine Learning is an essential reference book for corporate and academic researchers, engineers, and students.

(Corinna Cortes, Head of Google Research, NY)

Finally, a book that is both broad enough to cover many algorithmic topics of machine learning and mathematically deep enough to introduce the required theory for a graduate level course. Foundations of Machine Learning is a great achievement and a significant contribution to the machine learning community.

(Yishay Mansour, School of Computer Science, Tel Aviv University)

In my opinion, the content of the book is outstanding in terms of clarity of discourse and the variety of well-selected examples and exercises. The enlightening comments provided by the author at the end of each chapter and the suggestions for further reading are also important features of the book. The concepts and methods are presented in a very clear and accessible way and the illustrative examples contribute substantially to facilitating the understanding of the overall work.

(Computing Reviews)

About the Author Mehryar Mohri is Professor of Computer Science at New York University's Courant Institute of Mathematical Sciences and a Research Consultant at Google Research.

Afshin Rostamizadeh is a Research Scientist at Google Research.

Ameet Talwalkar is a National Science Foundation Postdoctoral Fellow in the Department of Electrical Engineering and Computer Science at the University of California, Berkeley.

Most helpful customer reviews

33 of 35 people found the following review helpful. Extremely clear introduction to basic modern theory By John Myles White I picked up this book soon after it came out and found it a wonderful read. Consistent with being a new release, it's more modern than the previous classic ML textbook by Bishop and treats newer subjects that got short shrift there, including PAC learning, VC dimension and Rademacher complexity. It's very well written and does a great job of covering the material that a new student needs to absorb in order to keep up with the current literature in ML. Highly recommended.

15 of 17 people found the following review helpful. Outstanding modern textbook for machine learning By Francis Bach Some textbooks such as those of Chris Bishop and Kevin Murphy present machine learning from the Bayesian perspective, which is a particular point of view.

In contrast, this book gives an unbiased presentation of machine learning with solid theoretical justifications. It discusses the principles behind the design of learning algorithms by introducing and using the most modern tools and concepts in learning theory. This helps answering many fundamental questions.

The presentation is concise and the topics covered very broad. They include the presentation of several of the most well known binary classification algorithms, multi-class classification, regression, ranking, on-line learning, reinforcement learning, structured prediction, learning theory, and many other topics. In particular, there is a nice and concise presentation of SVMs and boosting. The appendix introduces all the main tools needed, including a brief introduction to convex optimization.

I strongly recommend this book to students and researchers. It gives a very modern presentation covering all the main topics in learning, which can serve as a reference for everyone. Perhaps more importantly, it helps us analyze and understand machine learning.

5 of 6 people found the following review helpful. Excellent book that everyone should learn from By MR Brain The best book on machine learning theory. This book is extremely clear and is a must-have for any serious machine learning or statistical learning scholar. As the title suggests, this book builds the foundations of machine learning, which are omitted in every other machine learning text book that I've read. This book will prepare you for advanced, research level machine learning papers. There is no other book like it - absolutely incredible! This is the book that experts and professors in the field learn from. Even if you have 10+ years of experience in the field, I'm sure that you will learn something new every time you pick up the book. Furthermore, the book is concise enough that even an beginner could learn from it. Although any beginner should be prepared to read more on their own. A basic understanding of probability theory, linear algebra, and optimization is assumed - although the appendix has the clearest survey of linear algebra, basic probability, and basic optimization that I've ever read. Seriously - this book is incredible.

Honest Work: A Business Ethics Reader, By Joanne B. Ciulla, Clancy Martin, Robert C. Solomon When creating can alter your life, when creating can improve you by supplying much money, why do not you try it? Are you still extremely confused of where understanding? Do you still have no idea with exactly what you are visiting write? Now, you will require reading Honest Work: A Business Ethics Reader, By Joanne B. Ciulla, Clancy Martin, Robert C. Solomon An excellent writer is an excellent visitor at once. You can define how you write relying on exactly what publications to read. This Honest Work: A Business Ethics Reader, By Joanne B. Ciulla, Clancy Martin, Robert C. Solomon could help you to resolve the trouble. It can be one of the appropriate sources to create your creating ability.

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Revised in the aftermath of the worst global financial crisis since the Great Depression, the third edition of Honest Work: A Business Ethics Reader reflects and reinforces the editors' assertion that business ethics is primarily about the ethics of individuals. Featuring 115 brief articles and 89 real-life case studies, this unique anthology covers all aspects of business ethics under the overarching theme of the good life--what it means to students as individuals, what it means for business, and what it means for society. The book also includes an extensive chapter that explores the relationship between leadership and ethical behavior in business. Excerpts from plays, short stories, and novels enliven the text, and study and discussion questions engage students.

In the wake of the global recession, the third edition offers 18 new readings and 21 new case studies on such topics as employment in an uncertain job market, honesty and trust, the financial crisis, justice and fairness, the free market, the global village, and more. This edition also includes more discussion questions for each article and chapter.

An Instructor's Resource CD containing chapter objectives and summaries, essay questions, a test bank, suggested readings, and web links is available to adopters. A Companion Website at www.oup.com/us/ciulla contains the same material as the Instructor's CD along with self-quizzes, suggested readings, and web links for students.

Sales Rank: #76838 in Books

Brand: Brand: Oxford University Press, USA

Published on: 2013-10-30

Released on: 2013-10-30

Original language: English

Number of items: 1

Dimensions: 7.50" h x 1.30" w x 9.20" l, 2.45 pounds

Binding: Paperback

736 pages

Features

Used Book in Good Condition

Review

"Honest Work has one of the best mixes of business applied articles and philosophical theory of all the books that I have used. The emphasis on the individual and the good life is the reason why I chose it."--Matthew Harrison Kleiner, Utah State University

"Excellent. All of the major business ethics topics are treated. The case studies are very useful and the questions after each reading are very appropriate."--David E. Dieteman, Penn State Erie, The Behrend College

About the Author

Joanne B. Ciulla is Professor and Coston Family Chair in Leadership and Ethics in The Jepson School of Leadership Studies at the University of Richmond.

Clancy Martin is Professor and Chair of Philosophy and Professor of Business Ethics in the Bloch School at the University of Missouri, Kansas City.

The late Robert C. Solomon was the Quincy Lee Centennial Professor of Business and Philosophy and Distinguished Teaching Professor at The University of Texas at Austin.

Most helpful customer reviews

0 of 0 people found the following review helpful. Too academic By HH As I presume this reader is intended to be used in business ethics and related applied ethics courses, I have to say it simply tries to cover too much. Featuring 115 articles and 89 "cases" (which can be used either for the purpose of homework or in-class assignments), this book endeavors too provide an overview of ethical problems and dilemmas that students might face in their prospective work environments. Integrating new material on technology, hedge funds and derivatives, and the future of the free market, this third edition of "Honest Work" updates the previous one by adding 16 new readings and 9 provocative new cases. "Honest Work" may be used for undergraduate, graduate, and executive business ethics courses, and by anyone who wants to think about the challenges involved in being good and doing well in business; however, it will most likely be used in undergraduate courses. The readings try to cover seemingly ALL aspects of business ethics, some of which are rather esoteric (e.g., the hip section on ethics and technology that begins with Locke on property??), under a puzzling (because business people typically think of the good life in very different, more rigid terms than academic philosophers) overarching theme of the good life -- what it means personally, what it means for business, and what it means for society.

Here's what's new to third edition of "Honest Work": More discussion questions have been added to each article and chapter to help provoke further conversation in the classroom; Ch. 11 on international business has been updated to reflect emerging ways of thinking about globalization; Ch. 15 on the future of the free market has been updated with discussions on the nature of the market and fairness in light of the financial crisis; Ch. 1, on ethics in the workplace, contains several new articles such as Harry J. Van Buren's "Boundaryless Careers and Employability Obligations," which address the problems of employment in a difficult and uncertain job market.

Despite the large number of "cases", I suspect that the majority of business students will not get much out of all this material. This is because the book is pervaded by the current specialization fetish that is sucking life out of the humanities and the academy more generally. "Applied" philosophical topics have become "hot" in recent years, where "hot" means desired by a small, cloistered, ivory tower, elitist, student-hating, tenure-worshipping culture, and "applied" means a genre distinguishable only by this small group for the purpose of having a new category of publications which, despite its moniker, has little or no actual relevance to their subjects or arguments being applied outside the classroom. As an example, like many business readers that purport to be "practical" (whatever that means), "Honest Work" has a section on the morality of insider trading. Isn't the very notion of "the morality of insider trading" quite odd? I say it's odd because it seems to me that in reality anyone who deliberates about insider trading doesn't do so on the basis of morality. Rather, their deliberation and what they ultimately do will be based mainly on the consequences of, and the professional and social stigmatization that comes with, VIOLATING THE LAW. Indeed, it seems to me that in practice it isn't a moral issue at all, and that morality won't even cross their minds. However, from the point of view of an academic whose job is just to think and write about these issues from a distance, it may appear to be a real moral issue; and an academic may rationalize that it is in fact a real moral issue if they need to beef up their CV for the purpose of a merit or tenure, or if they just need something to do. Of course the relationship between law and morality is a real philosophical question; but it's a more abstract, more speculative, more traditional philosophical question which, because it has these qualities, always gets divorced from these "applied" discussions.

At the end of the day, so many specialized topics are covered and the book contains so much information that, instead of appealing to a wide readership in the business community, it seems to me "Honest Work" will turn business people away and again appeal mainly to academics.

1 of 1 people found the following review helpful. Philosophy in business By Andrea Great philosophical perspectives applicable to business dilemmas and personal life alike. Excellent analogies.

0 of 0 people found the following review helpful. but i thought that they all presented interesting views and were fairly easy to read By Katie Had to get this for a philosophy/ethics class. We only read certain stories, but i thought that they all presented interesting views and were fairly easy to read.

Friday, 21 March 2014

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Although healing constitutes both a major theme of biblical literature and a significant practice of biblical communities, healing themes and experiences are not always conspicuous in presentations of biblical theology. Walter T. Wilson adopts an interdisciplinary approach to the healing narratives in the Gospel of Matthew, combining the familiar methods of form, redaction, and narrative criticisms with insights culled from medical anthropology, feminist theory, disability studies, and ancient archaeology. His focus is the New Testament's longest and most systematic account of healing, Matthew chapters 8 and 9, which he investigates by situating the text within a broad range of ancient healing traditions. The close exegetical readings of each healing narrative culminate in a final synthesis that pulls together what can be said about Matthew's understanding of healing, how Matthew's narratives of healing expose the distinctive priorities of the evangelist, and how these priorities relate to the theology of the Gospel as a whole.

Sales Rank: #1237556 in Books

Published on: 2014-12-01

Original language: English

Number of items: 1

Dimensions: 8.90" h x 1.00" w x 5.90" l, .0 pounds

Binding: Paperback

240 pages

About the Author Walter T. Wilson is professor of New Testament at Candler School of Theology, Emory University in Atlanta, Georgia, and the author of numerous books and scholarly articles including a critical edition of The Sentences of Sextus (2012), and commentaries on Philo's On Virtues (2011), The Sentences of Pseudo-Phocylides (2005), and Colossians (1997).

Most helpful customer reviews

0 of 0 people found the following review helpful. Excellent!! By Amazon Customer Excellent!!! By far the best book on healing in relation to Jesus I have ever read. Buy it, you will be glad you did.

0 of 1 people found the following review helpful. I'm using this book as a text in my Miracles ... By Michael Newheart I'm using this book as a text in my Miracles in the New Testament course, and it fits the bill admirably. Congratulations to Walter T. Wilson!

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Thursday, 13 March 2014

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First published in 1994, this is a series of interviews with twenty-two truly progressive women who talk about fairness, social justice and respect between men and women as a two-way street. Have things changed for the better since then? You decide.

Sales Rank: #1007975 in eBooks

Published on: 2015-01-14

Released on: 2015-01-14

Format: Kindle eBook

Most helpful customer reviews

0 of 1 people found the following review helpful. Powerful, Insightful, Eye-Opening and Remains Pertinent Today! By Mindful Iconoclast An extraordinary and smart book that is full of heart. Kammer is an excellent interviewer and the women who talk with him here are diverse, knowledgable, bright and often eye-opening in their gift for appreciating gender dynamics that are male-friendly. These perspectives remain too-ignored, though they merit a lot of attention. Will not just shift but radically change your appreciation of men.

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Good Will Toward Men: Women Talk Candidly About the Balance of Power Between the Sexes, by Jack Kammer PDF

Good Will Toward Men: Women Talk Candidly About the Balance of Power Between the Sexes, by Jack Kammer PDF

Good Will Toward Men: Women Talk Candidly About the Balance of Power Between the Sexes, by Jack Kammer PDF

Good Will Toward Men: Women Talk Candidly About the Balance of Power Between the Sexes, by Jack Kammer PDF

Free Ebook Race the Wild #1: Rain Forest Relay, by Kristin Earhart

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Race the Wild #1: Rain Forest Relay, by Kristin Earhart

Free Ebook Race the Wild #1: Rain Forest Relay, by Kristin Earhart

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When Russell entered the race, he knew it was going to be a wild ride. Especially the first race course! He'd been studying up on the Amazon's animals and culture forever. But nothing could prepare him or his teammates for what they'd find in the rain forest: raging rapids, poisonous venom, and sneaky competitors who'd do anything to win.

Can the red team work together to make it to the finish line in one piece?

Each chapter in this action-packed adventure series is bursting with totally true facts about wild and wonderful creatures, dangerous habitats, maps, and more!

Sales Rank: #34779 in Books

Published on: 2015-04-28

Released on: 2015-04-28

Original language: English

Number of items: 1

Dimensions: 7.31" h x .31" w x 6.06" l, .0 pounds

Binding: Paperback

144 pages

From School Library Journal Gr 2–4—When Russell and his four friends enter The Wild Life Rain Forest Relay competition deep in the Amazon, he assumed that they would be teamed together. The prize is one million dollars, but now he is halfway across the world and his friends have been put on another team. With each clue comes survival challenges, brain puzzles, and adventure. Russell must rely on his skills and those of his team members to survive. To make matters worse, the boy discovers that his friends have been spying on him and cheating. Feeling betrayed, RusseIl doesn't know what to do. Should he tell his team members? Some of the words seem a little forced and the author tells more than she shows. The plot, however, is well-paced and engaging. The facts used to solve the clues are fun but not overwhelming, and even provide a few twists. Illustrations are detailed and complement the text. Characters are likable, if a bit flat. VERDICT Fans of survival stories, adventure, puzzles, and mystery will enjoy this book.—Kira Moody, Whitmore Public Library, Salt Lake City, UT

About the Author Kristin Earhart grew up riding horses, pestering her cat, and reading books about amazing animals. These days, she lives with her husband and son in Brooklyn, New York, and writes books of her own. She still loves animals. But now, when she pesters her cat, the surly cat pesters back.

Most helpful customer reviews

31 of 31 people found the following review helpful. Exciting adventure for 2nd/3rd grade readers By Karen Wilber I approached this book as both a teacher and a parent. I'm always on the lookout for books for 7-9 year olds who are ready for chapter books, but need to build reading stamina so they can tackle bigger texts in 3-5th grade. Scholastic has several new series and "Race to the Wild" is a solid entry. First, it has a nice mix of adventure and education as the various teams compete to find and photograph animals in the Amazon Rain Forest. This book could be incorporated into a reading option for a science unit and included in a classroom library. The only plot point that was a little confusing was the casting of Russell's friends as the "bad guys", but it does add dramatic tension. (I guess we'll have to keep reading to find out how they handle that conflict.)

Second, the author uses some of what we call "juicy" words to amp up the images in the book: wrenched, sloshed, murmured, scurrying. So the book is not only interesting to read, but models some of the writing that students are expected to demonstrate in school. My 8 and 10-year-old boys both gave this book a thumbs-up and the younger one read it more than once.

The Lexile level is 650L which puts it on a 3rd grade level. However, I recommended it to our school's 2nd grade team to purchase because it fits nicely with their science units and is a simple chapter book that many of the kids can handle independently. This book has 9 short chapters of about 9 pages each, with illustrations and several 2-page "Creature Feature" spreads that provide info about the animals in more detail.

Looking forward to reading the next books in the series.

7 of 7 people found the following review helpful. A Children's Novel That Reads Like “Survivor” Meets “The Amazing Race” … By delicateflower152 A book that combines the concepts on which several reality shows are based, “Race the Wild #1: Rain Forest Relay” is both enjoyable and educational. Kristen Earhart has given young readers a book that will maintain their interest and will have them rooting for Russell Dean and his Red Team.

Russell Dean and his four best friends apply to participate in “”The Wild Life”, a race around the world that features wild life and its habitats. Upon arriving at the location for the race’s first leg – the Amazon Rain Forest – Russell discovers the game has changed and that teams will have four members instead of five. He finds himself on a team with three strangers – Sage, Mari, and Dev. As they work through the first leg of the race, they discover each has knowledge and strengths to contribute to the team. When Russell discovers his friends on the Green Team have not played fair, he becomes determined to work with his new friends to win the race.

A page of discussion about the Amazon Rain Forest environment follows Chapter 1. A page highlighting a specific animal – “Creature Feature” - found in the rain forest separates each of chapters 2 – 6 from the next and chapter 8 from chapter 9. It gives the animal’s common name, the scientific name, the type of animal – e.g. mammal, reptile, etc. – the animal’s range and food type. A brief discussion follows that information that is both easy to understand and appropriate for the 7 – 10 year-old target group. This is one of the strongest features of “Race the Wild #1: Rain Forest Relay”. Separating chapters 6 and 7 is a discussion titled “Endangered Species and Habitat”. A discussion “Life in the Rain Forest” follows chapter 7.

The illustrations of the environment and wildlife are nicely done, they have depth and texture; the human figures lack dimension and appear flat. Although the teams seem to be composed of multiple ethnicities and races, the illustrations of the characters depict little of that variety. It would be more appealing if the human figures had the same dimension and depth as the remaining portions of each illustration.

I like the educational aspects and the highlighting of teamwork and fair play that are emphasized throughout “Race the Wild #1: Rain Forest Relay”. Kristen Earhart has done an excellent job in creating relatable characters, an exciting adventure, and imparting factual information in an interesting format.

5 of 5 people found the following review helpful. Fun To Read Outloud By Sunhi Laub I purchased this book for my son when he turned 7. He's a decent but not great reader for a boy who just finished first grade (races through simpler chapter books such as Magic Treehouse and Baseball Mysteries) but he just couldn't deal with this book. I think the large amount of words he couldn't read stymied him. After some discussion and him begging to be able to get other books, I finally asked him what the deal was since I know he loves adventures, competition, and wilderness and he admitted he just wasn't able to understand what was happening. We agreed that I'd read him the book and that he could then reread it himself.

Well, when I started to read it to him, he became much more involved, asking for multiple chapters and looking intently at pictures (very good and interesting artwork in the books). He and his much younger sister discuss the animals mentioned in the books during picture viewing breaks.

I liked the fact that the group features both boys and girls working together and that they're multi-racial. My son didn't care at all, but it was still nice that it was so, instead of being all male or having a token girl. If anything, the one girl in it, Sage, quickly attempts to become leader of the group and does it. The main viewpoint character of the book, Russell, is neither the smartest or the leader, but he is the one to push teamwork.

The adventures were straightforward (this is basically a junior version of the Amazing Race with more wilderness) but I loved reading about the environment to my son. I didn't like the fact that it has Russell's old friends be cheaters who use him, but I guess it's a good way to introduce the conversation of "what makes a real friend" with a child, which I did after several chapters.